AI BENCHY Failures
Invalid tool call Failures
See which AI models run into Invalid tool call most often, so you can spot reliability risks before choosing one. Sort by: Response Time (avg) ↑.
Categories
| Rank | Model | Company | Invalid tool call Count | Score | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|
| #163 | Granite 4.1 8B none | IBM Granite | 1 | 4.0 | 2/21 | 728ms |
| #146 | Laguna Xs.2 none | Poolside | 1 | 4.8 | 5/19 | 806ms |
| #127 | Grok 4.20 none | X AI | 1 | 5.4 | 6/18 | 1.11s |
| #106 | Grok 4.20 Beta none | X AI | 1 | 5.8 | 6/18 | 1.19s |
| #137 | Elephant Alpha none | Openrouter | 1 | 5.1 | 5/21 | 1.22s |
| #136 | Elephant Alpha medium | Openrouter | 1 | 5.1 | 6/21 | 1.27s |
| #32 | Gemini 3.5 Flash minimal | 1 | 7.7 | 14/21 | 1.57s | |
| #128 | Qwen3.6 Flash none | Qwen | 1 | 5.4 | 7/21 | 1.60s |
| #154 | Qwen3.5-9B none | Qwen | 1 | 4.6 | 4/21 | 1.89s |
| #122 | GLM 4.7 Flash none | Z.ai | 1 | 5.5 | 6/21 | 2.86s |
| #145 | Laguna M.1 none | Poolside | 1 | 4.8 | 4/19 | 2.89s |
| #118 | Qwen3.6 27B none | Qwen | 1 | 5.6 | 7/21 | 3.72s |
| #112 | GLM 5.1 none | Z.ai | 1 | 5.7 | 7/21 | 4.10s |
| #107 | Laguna Xs.2 medium | Poolside | 1 | 5.8 | 6/19 | 6.73s |
| #159 | Ling-2.6-1T none | Inclusionai | 1 | 4.3 | 3/21 | 7.72s |